The handwritten note taped to the bakery door felt like a personal affront. "Closed," it declared, simply. No explanation. No apology. Just a rude, abrupt end to years of morning pastries and afternoon coffees. Emily felt a sharp, almost physical pain.

She decided to find a way in. She tried the door. Locked. She jiggled the handle, she even tried a little shove. She walked around the back of the building. She found a window, peered inside. Empty tables, silent ovens. It was impossible, wasn't it?

Finally, she decided to buy a pastry from another bakery. She spent far too much money on what she was buying and did not enjoy a single bite. She resolved to make her own croissants.

Emotion: stubborn

Cluster: Defiance / Spite
PC1 (Valence): 0.80 Positive
PC2 (Disposition): 3.73

Role in Research

This story is one of 1,000 stories generated for the emotion stubborn. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 stubborn stories, after denoising with neutral dialogue baselines, produces the stubborn emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stubborn vector is projected through the unembedding matrix.

Promoted:
de0.780
l0.685
la0.605
either0.580
a0.501
Suppressed:
难以-0.435
终于-0.419
顿时-0.405
竟然-0.396
wondering-0.391